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Augmented Sketch: Faster and More Accurate Stream Processing

Summary: ASketch augments sketch-based freq estimation with a dynamic pre-filter that aggregates top items, boosting heavy-hitter accuracy and reducing misclassification. Overflow items go to a conventional sketch; SIMD-enabled parallelism boosts throughput. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5139
Venue
SIGMOD
Year
2016
Pagerank
0.00011255801
Overall Rank
1,584 | 88.99%
DOI
10.1145/2882903.2882948

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
1,941 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 0.00010017745
3,319 Sketching Linear Classifiers over Data Streams 2018 SIGMOD 7.226439e-05
3,751 BurstSketch: Finding Bursts in Data Streams 2021 SIGMOD 6.7888099e-05
4,395 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.2244283e-05
4,905 Randomized Error Removal for Online Spread Estimation in Data Streaming 2021 VLDB 5.8398332e-05
5,150 Efficient Join Synopsis Maintenance for Data Warehouse 2020 SIGMOD 5.6626586e-05
5,369 Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams 2017 VLDB 5.5434712e-05
6,085 Active Sampling Count Sketch (ASCS) for Online Sparse Estimation of a Trillion Scale Covariance Matrix 2021 SIGMOD 5.2195267e-05
6,593 Out of Many We are One: Measuring Item Batch with Clock-Sketch 2021 SIGMOD 4.9999287e-05
6,599 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 4.9973567e-05
6,790 On-Off Sketch: A Fast and Accurate Sketch on Persistence 2021 VLDB 4.9251439e-05
7,732 Double-Anonymous Sketch: Achieving Top-K-fairness for Finding Global Top-K Frequent Items 2023 SIGMOD 4.6657123e-05
7,870 LadderFilter: Filtering Infrequent Items with Small Memory and Time Overhead 2023 SIGMOD 4.6308128e-05
8,250 Stingy Sketch: A Sketch Framework for Accurate and Fast Frequency Estimation 2022 VLDB 4.5506131e-05
8,697 Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries 2024 SIGMOD 4.4657888e-05
9,041 TreeSensing: Linearly Compressing Sketches with Flexibility 2023 SIGMOD 4.4039656e-05
9,082 JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation 2023 SIGMOD 4.3998984e-05
9,227 Panakos: Chasing the Tails for Multidimensional Data Streams 2023 VLDB 4.3692732e-05
9,402 CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models 2024 SIGMOD 4.3441378e-05
10,034 SieveSketch: A Fine-grained and Adaptive Sketch Framework for Accurate Frequency Estimation 2026 SIGMOD 4.1945683e-05
10,149 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 4.1945683e-05
10,659 Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing 2025 VLDB 4.1945683e-05
10,981 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.1945683e-05
10,983 A Universal Sketch for Estimating Heavy Hitters and Per-Element Frequency Moments in Data Streams with Bounded Deletions 2024 SIGMOD 4.1945683e-05
11,055 Enhancing Accuracy for Super Spreader Identification in High-Speed Data Streams 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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